{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # 如果没有安装 matplotlib 可以将下面一行命令注释去掉之后并运行\n",
    "# !pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = \"Source Han Serif\"  # 如果需要在绘图时使用中文标签，需要事先找到对应的中文字体名称\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '这是 Y 轴标签')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [-1, -2, 0, 1, 2]\n",
    "y = [-1, -2, 0, -1, -2]\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, y)\n",
    "ax.set_title(\"测试一下中文效果\")\n",
    "ax.set_xlabel(\"这是 X 轴标签\")\n",
    "ax.set_ylabel(\"这是 Y 轴标签\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "fig.add_axes([1, 1, 1, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
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   },
   "outputs": [
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      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2, ncols=2)\n",
    "\n",
    "# annotation\n",
    "from itertools import chain\n",
    "for pos, ax in enumerate(chain(*axes)):\n",
    "    xlim = ax.get_xlim()\n",
    "    ylim = ax.get_ylim()\n",
    "    center = (\n",
    "        abs(xlim[0] - xlim[1]) / 2,\n",
    "        abs(ylim[0] - ylim[1]) / 2,\n",
    "    )\n",
    "\n",
    "    ax.text(center[0], center[1], s=f\"{pos+1}\",\n",
    "            weight=1000, fontsize=\"large\",\n",
    "            ha=\"center\", va=\"center\",\n",
    "            bbox=dict(boxstyle=\"circle\", facecolor='none'))\n",
    "\n",
    "plt.gcf().tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "ax4 = fig.add_subplot(2, 2, 4)\n",
    "axes = [ax1, ax2, ax3, ax4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(constrained_layout=True)\n",
    "gs0 = fig.add_gridspec(1, 2)\n",
    "\n",
    "gs00 = gs0[0].subgridspec(2, 3)\n",
    "gs01 = gs0[1].subgridspec(3, 2)\n",
    "\n",
    "for a in range(2):\n",
    "    for b in range(3):\n",
    "        fig.add_subplot(gs00[a, b])\n",
    "        fig.add_subplot(gs01[b, a])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Subplot 2')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "random.seed(233)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(\n",
    "    nrows=1,\n",
    "    ncols=2,\n",
    "    figsize=(10, 5),\n",
    ")\n",
    "mu = 0\n",
    "sigma = 1\n",
    "\n",
    "x = [random.normalvariate(mu=mu, sigma=sigma) for _ in range(1000)]\n",
    "\n",
    "_, bins, _ = ax1.hist(x, bins=50, density=True)\n",
    "ax1.set_title(r\"The $\\bf{bins}$ of normal distribution\")\n",
    "ax1.set_xlabel(\"Subplot 1\")\n",
    "\n",
    "# ref: https://matplotlib.org/3.5.2/gallery/statistics/histogram_features.html#some-features-of-the-histogram-hist-function\n",
    "fit_curve = ((1 / (np.sqrt(2 * np.pi) * sigma)) *\n",
    "     np.exp(-0.5 * (1 / sigma * (bins - mu))**2))\n",
    "\n",
    "ax2.plot(bins, fit_curve, linestyle=\"dashed\")\n",
    "ax2.set_title(r\"The $\\bf{curve}$ of normal distribution\")\n",
    "ax2.set_xlabel(\"Subplot 2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    agg_filter = None\n",
      "    alpha = None\n",
      "    animated = False\n",
      "    bbox_patch = None\n",
      "    children = []\n",
      "    clip_box = None\n",
      "    clip_on = True\n",
      "    clip_path = None\n",
      "    color or c = black\n",
      "    figure = Figure(432x288)\n",
      "    fontfamily or family = ['sans-serif']\n",
      "    fontname or name = Source Han Serif\n",
      "    fontproperties or font or font_properties = sans\\-serif:style=normal:variant=normal:weight=nor...\n",
      "    fontsize or size = 12.0\n",
      "    fontstyle or style = normal\n",
      "    fontvariant or variant = normal\n",
      "    fontweight or weight = normal\n",
      "    gid = None\n",
      "    horizontalalignment or ha = center\n",
      "    in_layout = True\n",
      "    label = \n",
      "    math_fontfamily = dejavusans\n",
      "    parse_math = True\n",
      "    path_effects = []\n",
      "    picker = None\n",
      "    position = (0.5, 1.0)\n",
      "    rasterized = False\n",
      "    rotation = 0.0\n",
      "    rotation_mode = None\n",
      "    sketch_params = None\n",
      "    snap = None\n",
      "    stretch = normal\n",
      "    text = Title\n",
      "    transform = CompositeGenericTransform(     BboxTransformTo(   ...\n",
      "    transform_rotates_text = False\n",
      "    transformed_clip_path_and_affine = (None, None)\n",
      "    unitless_position = (0.5, 1.0)\n",
      "    url = None\n",
      "    usetex = False\n",
      "    verticalalignment or va = baseline\n",
      "    visible = True\n",
      "    wrap = False\n",
      "    zorder = 3\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Source Han Serif'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = x\n",
    "\n",
    "ax.plot(x, y)\n",
    "ax.set_title(\"Title\")\n",
    "\n",
    "plt.getp(ax.title)\n",
    "ax.title.get_fontname()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Matplotlib for DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.050505</td>\n",
       "      <td>0.050484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.101010</td>\n",
       "      <td>0.100838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.151515</td>\n",
       "      <td>0.150936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.202020</td>\n",
       "      <td>0.200649</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y\n",
       "0  0.000000  0.000000\n",
       "1  0.050505  0.050484\n",
       "2  0.101010  0.100838\n",
       "3  0.151515  0.150936\n",
       "4  0.202020  0.200649"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "data = pd.DataFrame(dict(x=np.linspace(0, 5, 100)))\n",
    "data[\"y\"] = np.sin(data[\"x\"])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Y ($\\\\sin{X}$)')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(data[\"x\"], data[\"y\"])\n",
    "ax.set_title(\"The interval number from 0 to 5\")\n",
    "ax.set_xlabel(r\"X ($N=100$)\")\n",
    "ax.set_xticks(np.arange(0, 6, 0.5))\n",
    "ax.set_ylabel(r\"Y ($\\sin{X}$)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(data[\"x\"], data[\"y\"])\n",
    "\n",
    "def decorate(\n",
    "    ax,\n",
    "    title=\"\",\n",
    "    xlabel=\"\",\n",
    "    ylabel=\"\",\n",
    "    **kwargs,\n",
    "):\n",
    "    ax.set(\n",
    "        title=title, xlabel=xlabel, ylabel=ylabel,\n",
    "        **kwargs\n",
    "    )\n",
    "\n",
    "decorate(\n",
    "    ax,\n",
    "    title=\"The interval number from 0 to 5\",\n",
    "    xlabel=r\"X ($N=100$)\",\n",
    "    ylabel=r\"Y ($\\sin{X}$)\",\n",
    "    xticks=np.arange(0, 6, 0.5),\n",
    ")"
   ]
  }
 ],
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